Modeling user subjectivity in image libraries. - Rosalind W. Picard; Thomas P. Minka; Martin Szummer (ICIP (2), 1996)

Temporal texture modeling. - Martin Szummer; Rosalind W. Picard (ICIP (3), 1996)

Computer aided diagnosis of bone lesions in the facial skeleton. - Wolfgang Sörgel; Sabine Girod; Martin Szummer; Bernd Girod (Bildverarbeitung für die Medizin, 1998)

Indoor-Outdoor Image Classification. - Martin Szummer; Rosalind W. Picard (CAIVD, 1998)

Kernel Expansions with Unlabeled Examples. - Martin Szummer; Tommi S. Jaakkola (NIPS, 2000)

Partially labeled classification with Markov random walks. - Martin Szummer; Tommi S. Jaakkola (NIPS, 2001)

Information Regularization with Partially Labeled Data. - Martin Szummer; Tommi S. Jaakkola (NIPS, 2002)

Markov Random Walk Representations with Continuous Distributions. - Chen-Hsiang Yeang; Martin Szummer (UAI, 2003)

Incorporating Context and User Feedback in Pen-Based Interfaces. - Martin Szummer; Phillip Cowans (AAAI Technical Report (6), 2004)

Generative models and Bayesian model comparison for shape recognition. - Balaji Krishnapuram; Christopher M. Bishop; Martin Szummer (IWFHR, 2004)

Contextual recognition of hand-drawn diagrams with conditional random fields. - Martin Szummer; Yuan (Alan) Qi (IWFHR, 2004)

A Graphical Model for Simultaneous Partitioning and Labeling. - Philip J. Cowans; Martin Szummer (AISTATS, 2005)

Bayesian Conditional Random Fields. - Yuan (Alan) Qi; Martin Szummer; Tom Minka (AISTATS, 2005)

Diagram Structure Recognition by Bayesian Conditional Random Fields. - Yuan (Alan) Qi; Martin Szummer; Thomas P. Minka (CVPR (2), 2005)

Learning Diagram Parts with Hidden Random Fields. - Martin Szummer (ICDAR, 2005)

Optimizing Binary MRFs via Extended Roof Duality. - Carsten Rother; Vladimir Kolmogorov; Victor S. Lempitsky; Martin Szummer (CVPR, 2007)

Random walks on the click graph. - Nick Craswell; Martin Szummer (SIGIR, 2007)

Learning CRFs Using Graph Cuts. - Martin Szummer; Pushmeet Kohli; Derek Hoiem (ECCV (2), 2008)

Semi-supervised learning of compact document representations with deep networks. - Marc'Aurelio Ranzato; Martin Szummer (ICML, 2008)

Behavioral classification on the click graph. - Martin Szummer; Nick Craswell (WWW, 2008)

Learning query-dependent prefilters for scalable image retrieval. - Lorenzo Torresani; Martin Szummer; Andrew W. Fitzgibbon (CVPR, 2009)

Efficient Object Category Recognition Using Classemes. - Lorenzo Torresani; Martin Szummer; Andrew W. Fitzgibbon (ECCV (1), 2010)

Metrics for assessing sets of subtopics. - Filip Radlinski; Martin Szummer; Nick Craswell (SIGIR, 2010)

Inferring query intent from reformulations and clicks. - Filip Radlinski; Martin Szummer; Nick Craswell (WWW, 2010)

Semi-supervised learning to rank with preference regularization. - Martin Szummer; Emine Yilmaz (CIKM, 2011)

Relevance feedback exploiting query-specific document manifolds. - Chang Wang 001; Emine Yilmaz; Martin Szummer (CIKM, 2011)

LambdaMerge: merging the results of query reformulations. - Daniel Sheldon; Milad Shokouhi; Martin Szummer; Nick Craswell (WSDM, 2011)

Continuous asr for flexible incremental dialogue. - Catherine Breslin; Milica Gasic; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Pirros Tsiakoulis; Steve J. Young (ICASSP, 2013)

On-line policy optimisation of Bayesian spoken dialogue systems via human interaction. - Milica Gasic; Catherine Breslin; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Pirros Tsiakoulis; Steve J. Young (ICASSP, 2013)

POMDP-based dialogue manager adaptation to extended domains. - Milica Gasic; Catherine Breslin; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Pirros Tsiakoulis; Steve J. Young (SIGDIAL Conference, 2013)

Dialogue context sensitive HMM-based speech synthesis. - Pirros Tsiakoulis; Catherine Breslin; Milica Gasic; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Steve J. Young (ICASSP, 2014)

Incremental on-line adaptation of POMDP-based dialogue managers to extended domains. - Milica Gasic; Dongho Kim; Pirros Tsiakoulis; Catherine Breslin; Matthew Henderson; Martin Szummer; Blaise Thomson; Steve J. Young (INTERSPEECH, 2014)

Evaluation of Statistical POMDP-Based Dialogue Systems in Noisy Environments. - Steve J. Young; Catherine Breslin; Milica Gasic; Matthew Henderson; Dongho Kim; Martin Szummer; Blaise Thomson; Pirros Tsiakoulis; Eli Tzirkel-Hancock (IWSDS, 2014)

Classemes: A Compact Image Descriptor for Efficient Novel-Class Recognition and Search. - Lorenzo Torresani; Martin Szummer; Andrew W. Fitzgibbon (Registration and Recognition in Images and Videos, 2014)

Towards Verified Robustness under Text Deletion Interventions. - Johannes Welbl; Po-Sen Huang; Robert Stanforth; Sven Gowal; Krishnamurthy (Dj) Dvijotham; Martin Szummer; Pushmeet Kohli (ICLR, 2020)

Amortized learning of neural causal representations. - Nan Rosemary Ke; Jane X. Wang; Jovana Mitrovic; Martin Szummer; Danilo J. Rezende (CoRR, 2020)

Balance Regularized Neural Network Models for Causal Effect Estimation. - Mehrdad Farajtabar; Andrew Lee; Yuanjian Feng; Vishal Gupta; Peter Dolan; Harish Chandran; Martin Szummer (CoRR, 2020)

A Self-Improving Coding Agent. - Maxime Robeyns; Martin Szummer; Laurence Aitchison (CoRR, 2025)